{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import librosa\n",
    "import librosa.display\n",
    "import IPython.display as ipd\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "TRAIN_PATH = '../../dataset/trainset/'\n",
    "labels = [ 'down', 'go', 'left', 'no', 'off', 'on', 'right', 'stop', 'up', 'yes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "file_names = []\n",
    "\n",
    "path = TRAIN_PATH + labels[0] + '/'\n",
    "pathname = Path(path)\n",
    "\n",
    "for cp in pathname.iterdir():\n",
    "    term = Path(cp)\n",
    "    file_names.append(term.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_mfcc(test_file,hop_length=320,n_fft=2048,n_mfcc=13):\n",
    "    # hop_length means the samples' number\n",
    "    y, sr = librosa.load(test_file,sr=None)\n",
    "    mfccs = librosa.feature.mfcc(y=y, sr=sr, hop_length=hop_length, n_mfcc=n_mfcc, n_fft=n_fft)\n",
    "    return mfccs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_file = path + file_names[4]\n",
    "mfccs = get_mfcc(test_file)\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.imshow(mfccs, aspect='auto', origin='lower');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x266480bfd00>"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_file = path + file_names[1]\n",
    "y, sr = librosa.load(test_file,sr=None)\n",
    "plt.figure(figsize=(14, 5))\n",
    "librosa.display.waveplot(y, sr=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x26647d42b50>"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_file = path + file_names[3]\n",
    "y, sr = librosa.load(test_file,sr=None)\n",
    "plt.figure(figsize=(14, 5))\n",
    "librosa.display.waveplot(y, sr=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(test_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
